Predictive Maintenance: How Slow Data Logging Hides Machine FaultsPredictive Maintenance: How Slow Data Logging Hides Machine Faults
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A short white paper on why predictive maintenance models miss faults on high speed machines when data is logged too slowly, and three practical fixes.
Written for maintenance and reliability engineers. It explains sampling, averaging and timing jitter in plain language, using everyday analogies, and ends with a checklist to run before building any model.
Sample written to show my writing. It uses general engineering principles and contains no client data.
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